Retina photographs (2D), same eye

2 datasets, 20 test pairs. A method is ranked here when it has a result on every pair of every one of them.

Read before comparing

1 dataset of this kind is shown below and not ranked on the official board: its licence does not allow a public leaderboard. The research board (Research, above the ranking) ranks it too.

Ranking Official Research

#	Method	Mean rank	COph100	FIMD
1	vismatch matchers · RoMaGPU	2.001.0–1.5	1	1
2	vismatch matchers · DISK + LightGlueGPU	2.752.0–3.5	4	1
3	vismatch matchers · LoFTRGPU	3.253.0–5.5	3	3
4	vismatch matchers · SIFT + LightGlueGPU	3.753.0–5.5	5	3
5	vismatch matchers · XFeatGPU	4.253.5–4.0	2	6
6	vismatch matchers · ALIKED + LightGlueGPU	5.003.0–5.5	6	5

1 place in that table, 1 is best2/10 cases done, not ranked yetn/a does not apply not run some cases failed

Under each dataset, the method's place in that dataset's table: 1 is best, the darker the better. The mean rank averages its places over the datasets.

The scores, dataset by dataset

Each score is followed by its change against no registration: green when the method did better, red when it did worse.

COph100

10 pairs · ordered on TRE and SDlogJ

#	Method	TRE px	Change	SDlogJ
1	vismatch matchers · RoMa	5.58	−38.74	0.015
2	vismatch matchers · XFeat	5.49	−38.83	0.026
3	vismatch matchers · LoFTR	16.47	−27.85	0.008
4	vismatch matchers · DISK + LightGlue	8.42	−35.91	0.018
5	vismatch matchers · SIFT + LightGlue	7.85	−36.48	0.046
6	vismatch matchers · ALIKED + LightGlue	32.65	−11.68	0.640
	No registration	44.33		0.000

FIMD

10 pairs · ordered on TRE and SDlogJ

#	Method	TRE px	Change	SDlogJ
1	vismatch matchers · DISK + LightGlue	8.12	−498.16	0.003
1	vismatch matchers · RoMa	6.61	−499.67	0.003
3	vismatch matchers · LoFTR	9.68	−496.60	0.003
3	vismatch matchers · SIFT + LightGlue	7.67	−498.61	0.003
5	vismatch matchers · ALIKED + LightGlue	9.53	−496.75	0.003
6	vismatch matchers · XFeat	225.23	−281.05	0.722
	No registration	506.28		0.000

FIRE

10 pairs · ordered on TRE and SDlogJ research only

#	Method	TRE px	Change	SDlogJ
1	vismatch matchers · RoMa	8.24	−440.02	0.011
2	vismatch matchers · XFeat	12.96	−435.30	0.013
3	vismatch matchers · DISK + LightGlue	13.20	−435.07	0.017
3	vismatch matchers · SIFT + LightGlue	13.82	−434.44	0.015
5	vismatch matchers · ALIKED + LightGlue	26.59	−421.67	0.032
	No registration	448.27		0.000

Retina photographs (2D), same eye

Read before comparing

Ranking OfficialResearch

The scores, dataset by dataset

Ranking Official Research